Pandas Profiling Report

Dataset statistics

Number of variables	18
Number of observations	4969
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	866.6 KiB
Average record size in memory	178.6 B

Variable types

Numeric	15
Boolean	3

Alerts

`voice_messages` is highly overall correlated with `voice_plan`	High correlation
`intl_mins` is highly overall correlated with `intl_charge`	High correlation
`intl_charge` is highly overall correlated with `intl_mins`	High correlation
`day_mins` is highly overall correlated with `day_charge`	High correlation
`day_charge` is highly overall correlated with `day_mins`	High correlation
`eve_mins` is highly overall correlated with `eve_charge`	High correlation
`eve_charge` is highly overall correlated with `eve_mins`	High correlation
`night_mins` is highly overall correlated with `night_charge`	High correlation
`night_charge` is highly overall correlated with `night_mins`	High correlation
`voice_plan` is highly overall correlated with `voice_messages`	High correlation
`intl_plan` is highly imbalanced (54.8%)	Imbalance
`voice_messages` has 3655 (73.6%) zeros	Zeros
`customer_calls` has 1016 (20.4%) zeros	Zeros

Reproduction

Analysis started	2023-03-08 07:15:14.664450
Analysis finished	2023-03-08 07:16:45.526148
Duration	1 minute and 30.86 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

account_length
Real number (ℝ)

Distinct	218
Distinct (%)	4.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	100.20668

Minimum	1
Maximum	243
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	77.6 KiB

Quantile statistics

Minimum	1
5-th percentile	35
Q1	73
median	100
Q3	127
95-th percentile	166.6
Maximum	243
Range	242
Interquartile range (IQR)	54

Descriptive statistics

Standard deviation	39.695476
Coefficient of variation (CV)	0.39613602
Kurtosis	-0.097760643
Mean	100.20668
Median Absolute Deviation (MAD)	27
Skewness	0.11246768
Sum	497927
Variance	1575.7308
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
90	64	1.3%
87	59	1.2%
105	57	1.1%
93	57	1.1%
112	56	1.1%
101	55	1.1%
86	55	1.1%
100	54	1.1%
103	54	1.1%
116	54	1.1%
Other values (208)	4404	88.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	11	0.2%
2	2	< 0.1%
3	8	0.2%
4	3	0.1%
5	2	< 0.1%
6	2	< 0.1%
7	5	0.1%
8	2	< 0.1%
9	3	0.1%
10	3	0.1%

Value	Count	Frequency (%)
243	1	< 0.1%
238	1	< 0.1%
233	1	< 0.1%
232	2	< 0.1%
225	2	< 0.1%
224	2	< 0.1%
222	2	< 0.1%
221	1	< 0.1%
217	3	0.1%
216	1	< 0.1%

voice_plan
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	43.7 KiB

False	3654
True	1315

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	3654	73.5%
True	1315	26.5%

voice_messages
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	48
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.7548803

Minimum	0
Maximum	52
Zeros	3655
Zeros (%)	73.6%
Negative	0
Negative (%)	0.0%
Memory size	77.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	17
95-th percentile	37
Maximum	52
Range	52
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	13.545738
Coefficient of variation (CV)	1.7467372
Kurtosis	0.20073976
Mean	7.7548803
Median Absolute Deviation (MAD)	0
Skewness	1.3508024
Sum	38534
Variance	183.48701
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
0	3655	73.6%
31	83	1.7%
28	67	1.3%
29	67	1.3%
33	66	1.3%
24	63	1.3%
27	63	1.3%
30	58	1.2%
26	57	1.1%
32	56	1.1%
Other values (38)	734	14.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3655	73.6%
4	1	< 0.1%
6	2	< 0.1%
8	2	< 0.1%
9	2	< 0.1%
10	4	0.1%
11	2	< 0.1%
12	11	0.2%
13	4	0.1%
14	9	0.2%

Value	Count	Frequency (%)
52	1	< 0.1%
51	1	< 0.1%
50	2	< 0.1%
49	3	0.1%
48	5	0.1%
47	4	0.1%
46	8	0.2%
45	11	0.2%
44	9	0.2%
43	16	0.3%

intl_plan
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	43.7 KiB

False	4499
True	470

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	4499	90.5%
True	470	9.5%

intl_mins
Real number (ℝ)

Distinct	170
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.264198

Minimum	0
Maximum	20
Zeros	24
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	77.6 KiB

Quantile statistics

Minimum	0
5-th percentile	5.7
Q1	8.5
median	10.3
Q3	12
95-th percentile	14.7
Maximum	20
Range	20
Interquartile range (IQR)	3.5

Descriptive statistics

Standard deviation	2.7619963
Coefficient of variation (CV)	0.26909031
Kurtosis	0.65321072
Mean	10.264198
Median Absolute Deviation (MAD)	1.8
Skewness	-0.20857912
Sum	51002.8
Variance	7.6286234
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11.1	89	1.8%
9.8	87	1.8%
11.3	82	1.7%
10.1	81	1.6%
11.4	81	1.6%
9.7	79	1.6%
10.6	78	1.6%
10.9	78	1.6%
10	77	1.5%
10.2	77	1.5%
Other values (160)	4160	83.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	24	0.5%
0.4	1	< 0.1%
1.1	2	< 0.1%
1.3	1	< 0.1%
2	3	0.1%
2.1	2	< 0.1%
2.2	1	< 0.1%
2.4	1	< 0.1%
2.5	1	< 0.1%
2.6	1	< 0.1%

Value	Count	Frequency (%)
20	1	< 0.1%
19.7	2	< 0.1%
19.3	1	< 0.1%
19.2	1	< 0.1%
18.9	2	< 0.1%
18.7	1	< 0.1%
18.5	1	< 0.1%
18.4	1	< 0.1%
18.3	1	< 0.1%
18.2	2	< 0.1%

intl_calls
Real number (ℝ)

Distinct	21
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.4330851

Minimum	0
Maximum	20
Zeros	24
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	77.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	4
Q3	6
95-th percentile	9
Maximum	20
Range	20
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.4594948
Coefficient of variation (CV)	0.55480432
Kurtosis	3.2751134
Mean	4.4330851
Median Absolute Deviation (MAD)	1
Skewness	1.363577
Sum	22028
Variance	6.0491145
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
3	988	19.9%
4	946	19.0%
2	739	14.9%
5	699	14.1%
6	491	9.9%
7	307	6.2%
1	265	5.3%
8	169	3.4%
9	148	3.0%
10	75	1.5%
Other values (11)	142	2.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	24	0.5%
1	265	5.3%
2	739	14.9%
3	988	19.9%
4	946	19.0%
5	699	14.1%
6	491	9.9%
7	307	6.2%
8	169	3.4%
9	148	3.0%

Value	Count	Frequency (%)
20	1	< 0.1%
19	2	< 0.1%
18	4	0.1%
17	2	< 0.1%
16	7	0.1%
15	9	0.2%
14	6	0.1%
13	19	0.4%
12	23	0.5%
11	45	0.9%

intl_charge
Real number (ℝ)

Distinct	170
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.7718515

Minimum	0
Maximum	5.4
Zeros	24
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	77.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1.54
Q1	2.3
median	2.78
Q3	3.24
95-th percentile	3.97
Maximum	5.4
Range	5.4
Interquartile range (IQR)	0.94

Descriptive statistics

Standard deviation	0.74567167
Coefficient of variation (CV)	0.26901574
Kurtosis	0.65383508
Mean	2.7718515
Median Absolute Deviation (MAD)	0.48
Skewness	-0.20888467
Sum	13773.33
Variance	0.55602624
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3	89	1.8%
2.65	87	1.8%
3.05	82	1.7%
2.73	81	1.6%
3.08	81	1.6%
2.62	79	1.6%
2.86	78	1.6%
2.94	78	1.6%
2.7	77	1.5%
2.75	77	1.5%
Other values (160)	4160	83.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	24	0.5%
0.11	1	< 0.1%
0.3	2	< 0.1%
0.35	1	< 0.1%
0.54	3	0.1%
0.57	2	< 0.1%
0.59	1	< 0.1%
0.65	1	< 0.1%
0.68	1	< 0.1%
0.7	1	< 0.1%

Value	Count	Frequency (%)
5.4	1	< 0.1%
5.32	2	< 0.1%
5.21	1	< 0.1%
5.18	1	< 0.1%
5.1	2	< 0.1%
5.05	1	< 0.1%
5	1	< 0.1%
4.97	1	< 0.1%
4.94	1	< 0.1%
4.91	2	< 0.1%

day_mins
Real number (ℝ)

Distinct	1957
Distinct (%)	39.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	180.30618

Minimum	0
Maximum	351.5
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	77.6 KiB

Quantile statistics

Minimum	0
5-th percentile	91.7
Q1	143.7
median	180.1
Q3	216.2
95-th percentile	271.16
Maximum	351.5
Range	351.5
Interquartile range (IQR)	72.5

Descriptive statistics

Standard deviation	53.931206
Coefficient of variation (CV)	0.29910903
Kurtosis	-0.020161323
Mean	180.30618
Median Absolute Deviation (MAD)	36.3
Skewness	-0.01259556
Sum	895941.4
Variance	2908.575
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
189.3	10	0.2%
174.5	9	0.2%
184.5	9	0.2%
159.5	9	0.2%
177.1	9	0.2%
154	9	0.2%
180	9	0.2%
168.6	8	0.2%
189.8	8	0.2%
168.4	8	0.2%
Other values (1947)	4881	98.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
2.6	1	< 0.1%
6.6	1	< 0.1%
7.2	1	< 0.1%
7.8	1	< 0.1%
7.9	1	< 0.1%
12.5	1	< 0.1%
17.6	1	< 0.1%
18.9	1	< 0.1%
19.5	1	< 0.1%

Value	Count	Frequency (%)
351.5	1	< 0.1%
350.8	1	< 0.1%
346.8	1	< 0.1%
345.3	1	< 0.1%
338.4	1	< 0.1%
337.4	1	< 0.1%
335.5	1	< 0.1%
334.3	1	< 0.1%
332.9	1	< 0.1%
332.1	1	< 0.1%

day_calls
Real number (ℝ)

Distinct	123
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	100.02194

Minimum	0
Maximum	165
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	77.6 KiB

Quantile statistics

Minimum	0
5-th percentile	67
Q1	87
median	100
Q3	113
95-th percentile	133
Maximum	165
Range	165
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	19.835965
Coefficient of variation (CV)	0.19831615
Kurtosis	0.18538539
Mean	100.02194
Median Absolute Deviation (MAD)	13
Skewness	-0.086276974
Sum	497009
Variance	393.4655
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
105	117	2.4%
102	113	2.3%
95	107	2.2%
94	104	2.1%
97	104	2.1%
112	101	2.0%
100	101	2.0%
108	100	2.0%
92	100	2.0%
106	99	2.0%
Other values (113)	3923	78.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
30	1	< 0.1%
34	1	< 0.1%
35	1	< 0.1%
36	1	< 0.1%
39	2	< 0.1%
40	2	< 0.1%
42	2	< 0.1%
44	4	0.1%
45	3	0.1%

Value	Count	Frequency (%)
165	1	< 0.1%
163	1	< 0.1%
160	2	< 0.1%
158	3	0.1%
157	2	< 0.1%
156	3	0.1%
152	2	< 0.1%
151	7	0.1%
150	6	0.1%
149	2	< 0.1%

day_charge
Real number (ℝ)

Distinct	1957
Distinct (%)	39.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.652604

Minimum	0
Maximum	59.76
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	77.6 KiB

Quantile statistics

Minimum	0
5-th percentile	15.59
Q1	24.43
median	30.62
Q3	36.75
95-th percentile	46.096
Maximum	59.76
Range	59.76
Interquartile range (IQR)	12.32

Descriptive statistics

Standard deviation	9.1682749
Coefficient of variation (CV)	0.29910264
Kurtosis	-0.020032265
Mean	30.652604
Median Absolute Deviation (MAD)	6.17
Skewness	-0.012591406
Sum	152312.79
Variance	84.057264
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32.18	10	0.2%
29.67	9	0.2%
31.37	9	0.2%
27.12	9	0.2%
30.11	9	0.2%
26.18	9	0.2%
30.6	9	0.2%
28.66	8	0.2%
32.27	8	0.2%
28.63	8	0.2%
Other values (1947)	4881	98.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
0.44	1	< 0.1%
1.12	1	< 0.1%
1.22	1	< 0.1%
1.33	1	< 0.1%
1.34	1	< 0.1%
2.13	1	< 0.1%
2.99	1	< 0.1%
3.21	1	< 0.1%
3.32	1	< 0.1%

Value	Count	Frequency (%)
59.76	1	< 0.1%
59.64	1	< 0.1%
58.96	1	< 0.1%
58.7	1	< 0.1%
57.53	1	< 0.1%
57.36	1	< 0.1%
57.04	1	< 0.1%
56.83	1	< 0.1%
56.59	1	< 0.1%
56.46	1	< 0.1%

eve_mins
Real number (ℝ)

Distinct	1875
Distinct (%)	37.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	200.61737

Minimum	0
Maximum	363.7
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	77.6 KiB

Quantile statistics

Minimum	0
5-th percentile	118.44
Q1	166.4
median	201
Q3	234.1
95-th percentile	283.46
Maximum	363.7
Range	363.7
Interquartile range (IQR)	67.7

Descriptive statistics

Standard deviation	50.55059
Coefficient of variation (CV)	0.25197514
Kurtosis	0.053536201
Mean	200.61737
Median Absolute Deviation (MAD)	34
Skewness	-0.013029395
Sum	996867.7
Variance	2555.3621
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
230.9	10	0.2%
169.9	10	0.2%
199.7	10	0.2%
187.5	9	0.2%
223.5	9	0.2%
216.5	9	0.2%
210.6	9	0.2%
194	9	0.2%
188.8	9	0.2%
187	9	0.2%
Other values (1865)	4876	98.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
22.3	1	< 0.1%
31.2	1	< 0.1%
37.8	1	< 0.1%
41.7	1	< 0.1%
42.2	1	< 0.1%
42.5	1	< 0.1%
43.9	1	< 0.1%
47.3	2	< 0.1%
48.1	1	< 0.1%

Value	Count	Frequency (%)
363.7	1	< 0.1%
361.8	1	< 0.1%
359.3	1	< 0.1%
354.2	1	< 0.1%
352.1	1	< 0.1%
351.6	1	< 0.1%
350.9	1	< 0.1%
350.5	1	< 0.1%
349.4	1	< 0.1%
348.9	1	< 0.1%

eve_calls
Real number (ℝ)

Distinct	126
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	100.17488

Minimum	0
Maximum	170
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	77.6 KiB

Quantile statistics

Minimum	0
5-th percentile	67
Q1	87
median	100
Q3	113
95-th percentile	133
Maximum	170
Range	170
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	19.833572
Coefficient of variation (CV)	0.19798947
Kurtosis	0.12012961
Mean	100.17488
Median Absolute Deviation (MAD)	13
Skewness	-0.019057289
Sum	497769
Variance	393.37058
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
105	112	2.3%
97	110	2.2%
91	109	2.2%
94	106	2.1%
103	105	2.1%
101	104	2.1%
96	100	2.0%
109	99	2.0%
98	99	2.0%
102	99	2.0%
Other values (116)	3926	79.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
12	1	< 0.1%
36	1	< 0.1%
37	1	< 0.1%
38	1	< 0.1%
42	1	< 0.1%
43	1	< 0.1%
44	2	< 0.1%
45	1	< 0.1%
46	5	0.1%

Value	Count	Frequency (%)
170	1	< 0.1%
169	1	< 0.1%
168	1	< 0.1%
164	1	< 0.1%
159	1	< 0.1%
157	1	< 0.1%
156	1	< 0.1%
155	5	0.1%
154	4	0.1%
153	1	< 0.1%

eve_charge
Real number (ℝ)

Distinct	1655
Distinct (%)	33.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.052695

Minimum	0
Maximum	30.91
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	77.6 KiB

Quantile statistics

Minimum	0
5-th percentile	10.064
Q1	14.14
median	17.09
Q3	19.9
95-th percentile	24.096
Maximum	30.91
Range	30.91
Interquartile range (IQR)	5.76

Descriptive statistics

Standard deviation	4.2967842
Coefficient of variation (CV)	0.25197098
Kurtosis	0.053453799
Mean	17.052695
Median Absolute Deviation (MAD)	2.89
Skewness	-0.01300597
Sum	84734.84
Variance	18.462355
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14.25	15	0.3%
15.9	15	0.3%
16.12	14	0.3%
18.96	13	0.3%
18.79	13	0.3%
16.97	13	0.3%
19.41	12	0.2%
16.18	11	0.2%
17.82	11	0.2%
17.99	11	0.2%
Other values (1645)	4841	97.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1.9	1	< 0.1%
2.65	1	< 0.1%
3.21	1	< 0.1%
3.54	1	< 0.1%
3.59	1	< 0.1%
3.61	1	< 0.1%
3.73	1	< 0.1%
4.02	2	< 0.1%
4.09	1	< 0.1%

Value	Count	Frequency (%)
30.91	1	< 0.1%
30.75	1	< 0.1%
30.54	1	< 0.1%
30.11	1	< 0.1%
29.93	1	< 0.1%
29.89	1	< 0.1%
29.83	1	< 0.1%
29.79	1	< 0.1%
29.7	1	< 0.1%
29.66	1	< 0.1%

night_mins
Real number (ℝ)

Distinct	1849
Distinct (%)	37.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	200.43467

Minimum	0
Maximum	395
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	77.6 KiB

Quantile statistics

Minimum	0
5-th percentile	117.34
Q1	167.1
median	200.4
Q3	234.7
95-th percentile	283.32
Maximum	395
Range	395
Interquartile range (IQR)	67.6

Descriptive statistics

Standard deviation	50.528158
Coefficient of variation (CV)	0.2520929
Kurtosis	0.088405815
Mean	200.43467
Median Absolute Deviation (MAD)	33.7
Skewness	0.017947611
Sum	995959.9
Variance	2553.0947
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
194.3	11	0.2%
188.2	11	0.2%
186.2	11	0.2%
228.1	10	0.2%
214.6	10	0.2%
214.7	9	0.2%
191.4	9	0.2%
197.4	9	0.2%
210	9	0.2%
169.4	9	0.2%
Other values (1839)	4871	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
23.2	1	< 0.1%
43.7	1	< 0.1%
45	1	< 0.1%
46.7	1	< 0.1%
47.4	1	< 0.1%
50.1	2	< 0.1%
50.9	1	< 0.1%
53.3	1	< 0.1%
54	1	< 0.1%

Value	Count	Frequency (%)
395	1	< 0.1%
381.9	1	< 0.1%
381.6	1	< 0.1%
377.5	1	< 0.1%
367.7	1	< 0.1%
364.9	1	< 0.1%
364.3	1	< 0.1%
359.9	1	< 0.1%
355.1	1	< 0.1%
354.9	1	< 0.1%

night_calls
Real number (ℝ)

Distinct	131
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	99.954518

Minimum	0
Maximum	175
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	77.6 KiB

Quantile statistics

Minimum	0
5-th percentile	67
Q1	87
median	100
Q3	113
95-th percentile	132
Maximum	175
Range	175
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	19.959015
Coefficient of variation (CV)	0.19968096
Kurtosis	0.15001524
Mean	99.954518
Median Absolute Deviation (MAD)	13
Skewness	0.0016140032
Sum	496674
Variance	398.36226
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
105	120	2.4%
102	109	2.2%
104	106	2.1%
100	106	2.1%
103	104	2.1%
99	104	2.1%
94	103	2.1%
95	102	2.1%
98	102	2.1%
91	100	2.0%
Other values (121)	3913	78.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
12	1	< 0.1%
33	1	< 0.1%
36	1	< 0.1%
38	2	< 0.1%
40	1	< 0.1%
41	1	< 0.1%
42	4	0.1%
43	1	< 0.1%
44	1	< 0.1%

Value	Count	Frequency (%)
175	1	< 0.1%
170	1	< 0.1%
168	1	< 0.1%
166	1	< 0.1%
165	1	< 0.1%
164	1	< 0.1%
161	1	< 0.1%
160	1	< 0.1%
159	2	< 0.1%
158	2	< 0.1%

night_charge
Real number (ℝ)

Distinct	1028
Distinct (%)	20.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.01967

Minimum	0
Maximum	17.77
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	77.6 KiB

Quantile statistics

Minimum	0
5-th percentile	5.28
Q1	7.52
median	9.02
Q3	10.56
95-th percentile	12.746
Maximum	17.77
Range	17.77
Interquartile range (IQR)	3.04

Descriptive statistics

Standard deviation	2.2737761
Coefficient of variation (CV)	0.25209083
Kurtosis	0.088423978
Mean	9.01967
Median Absolute Deviation (MAD)	1.52
Skewness	0.017914066
Sum	44818.74
Variance	5.1700578
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.47	19	0.4%
9.66	19	0.4%
10.8	18	0.4%
10.26	18	0.4%
8.15	18	0.4%
9.63	18	0.4%
10.49	17	0.3%
9.4	17	0.3%
9.45	17	0.3%
9.76	16	0.3%
Other values (1018)	4792	96.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1.04	1	< 0.1%
1.97	1	< 0.1%
2.03	1	< 0.1%
2.1	1	< 0.1%
2.13	1	< 0.1%
2.25	2	< 0.1%
2.29	1	< 0.1%
2.4	1	< 0.1%
2.43	1	< 0.1%

Value	Count	Frequency (%)
17.77	1	< 0.1%
17.19	1	< 0.1%
17.17	1	< 0.1%
16.99	1	< 0.1%
16.55	1	< 0.1%
16.42	1	< 0.1%
16.39	1	< 0.1%
16.2	1	< 0.1%
15.98	1	< 0.1%
15.97	1	< 0.1%

customer_calls
Real number (ℝ)

Distinct	10
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5719461

Minimum	0
Maximum	9
Zeros	1016
Zeros (%)	20.4%
Negative	0
Negative (%)	0.0%
Memory size	77.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	2
95-th percentile	4
Maximum	9
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.307458
Coefficient of variation (CV)	0.8317448
Kurtosis	1.4821675
Mean	1.5719461
Median Absolute Deviation (MAD)	1
Skewness	1.0428282
Sum	7811
Variance	1.7094463
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	1772	35.7%
2	1123	22.6%
0	1016	20.4%
3	660	13.3%
4	251	5.1%
5	96	1.9%
6	34	0.7%
7	13	0.3%
9	2	< 0.1%
8	2	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1016	20.4%
1	1772	35.7%
2	1123	22.6%
3	660	13.3%
4	251	5.1%
5	96	1.9%
6	34	0.7%
7	13	0.3%
8	2	< 0.1%
9	2	< 0.1%

Value	Count	Frequency (%)
9	2	< 0.1%
8	2	< 0.1%
7	13	0.3%
6	34	0.7%
5	96	1.9%
4	251	5.1%
3	660	13.3%
2	1123	22.6%
1	1772	35.7%
0	1016	20.4%

churn
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	43.7 KiB

False	4264
True	705

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	4264	85.8%
True	705	14.2%

Auto

Heatmap
Table

	account_length	voice_messages	intl_mins	intl_calls	intl_charge	day_mins	day_calls	day_charge	eve_mins	eve_calls	eve_charge	night_mins	night_calls	night_charge	customer_calls	voice_plan	intl_plan	churn
account_length	1.000	-0.009	0.009	0.018	0.009	0.005	0.024	0.005	-0.010	0.007	-0.010	0.001	-0.006	0.001	-0.009	0.000	0.000	0.000
voice_messages	-0.009	1.000	0.001	-0.011	0.001	0.009	-0.004	0.009	0.023	-0.001	0.023	-0.001	0.005	-0.001	-0.012	0.998	0.000	0.110
intl_mins	0.009	0.001	1.000	0.005	1.000	-0.022	0.009	-0.022	0.008	-0.010	0.008	-0.006	0.005	-0.006	-0.014	0.000	0.000	0.056
intl_calls	0.018	-0.011	0.005	1.000	0.005	-0.006	0.010	-0.006	0.010	0.007	0.010	-0.013	-0.001	-0.013	-0.011	0.000	0.000	0.079
intl_charge	0.009	0.001	1.000	0.005	1.000	-0.022	0.009	-0.022	0.008	-0.010	0.008	-0.006	0.005	-0.006	-0.014	0.000	0.000	0.056
day_mins	0.005	0.009	-0.022	-0.006	-0.022	1.000	0.003	1.000	-0.012	0.006	-0.012	0.003	0.003	0.003	-0.001	0.031	0.038	0.363
day_calls	0.024	-0.004	0.009	0.010	0.009	0.003	1.000	0.003	0.001	0.009	0.001	0.002	-0.004	0.002	-0.013	0.000	0.000	0.026
day_charge	0.005	0.009	-0.022	-0.006	-0.022	1.000	0.003	1.000	-0.012	0.006	-0.012	0.003	0.003	0.003	-0.001	0.032	0.039	0.363
eve_mins	-0.010	0.023	0.008	0.010	0.008	-0.012	0.001	-0.012	1.000	0.002	1.000	-0.016	0.017	-0.016	-0.015	0.039	0.000	0.083
eve_calls	0.007	-0.001	-0.010	0.007	-0.010	0.006	0.009	0.006	0.002	1.000	0.002	0.008	-0.015	0.009	0.012	0.000	0.000	0.000
eve_charge	-0.010	0.023	0.008	0.010	0.008	-0.012	0.001	-0.012	1.000	0.002	1.000	-0.016	0.017	-0.016	-0.015	0.040	0.000	0.083
night_mins	0.001	-0.001	-0.006	-0.013	-0.006	0.003	0.002	0.003	-0.016	0.008	-0.016	1.000	0.017	1.000	-0.014	0.011	0.049	0.038
night_calls	-0.006	0.005	0.005	-0.001	0.005	0.003	-0.004	0.003	0.017	-0.015	0.017	0.017	1.000	0.017	-0.002	0.000	0.000	0.000
night_charge	0.001	-0.001	-0.006	-0.013	-0.006	0.003	0.002	0.003	-0.016	0.009	-0.016	1.000	0.017	1.000	-0.014	0.010	0.047	0.037
customer_calls	-0.009	-0.012	-0.014	-0.011	-0.014	-0.001	-0.013	-0.001	-0.015	0.012	-0.015	-0.014	-0.002	-0.014	1.000	0.017	0.021	0.313
voice_plan	0.000	0.998	0.000	0.000	0.000	0.031	0.000	0.032	0.039	0.000	0.040	0.011	0.000	0.010	0.017	1.000	0.000	0.110
intl_plan	0.000	0.000	0.000	0.000	0.000	0.038	0.000	0.039	0.000	0.000	0.000	0.049	0.000	0.047	0.021	0.000	1.000	0.259
churn	0.000	0.110	0.056	0.079	0.056	0.363	0.026	0.363	0.083	0.000	0.083	0.038	0.000	0.037	0.313	0.110	0.259	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	account_length	voice_plan	voice_messages	intl_plan	intl_mins	intl_calls	intl_charge	day_mins	day_calls	day_charge	eve_mins	eve_calls	eve_charge	night_mins	night_calls	night_charge	customer_calls	churn
0	128	yes	25	no	10.0	3	2.70	265.1	110	45.07	197.4	99	16.78	244.7	91	11.01	1	no
1	107	yes	26	no	13.7	3	3.70	161.6	123	27.47	195.5	103	16.62	254.4	103	11.45	1	no
2	137	no	0	no	12.2	5	3.29	243.4	114	41.38	121.2	110	10.30	162.6	104	7.32	0	no
3	84	no	0	yes	6.6	7	1.78	299.4	71	50.90	61.9	88	5.26	196.9	89	8.86	2	no
4	75	no	0	yes	10.1	3	2.73	166.7	113	28.34	148.3	122	12.61	186.9	121	8.41	3	no
5	118	no	0	yes	6.3	6	1.70	223.4	98	37.98	220.6	101	18.75	203.9	118	9.18	0	no
6	121	yes	24	no	7.5	7	2.03	218.2	88	37.09	348.5	108	29.62	212.6	118	9.57	3	no
7	147	no	0	yes	7.1	6	1.92	157.0	79	26.69	103.1	94	8.76	211.8	96	9.53	0	no
8	117	no	0	no	8.7	4	2.35	184.5	97	31.37	351.6	80	29.89	215.8	90	9.71	1	no
9	141	yes	37	yes	11.2	5	3.02	258.6	84	43.96	222.0	111	18.87	326.4	97	14.69	0	no

	account_length	voice_plan	voice_messages	intl_plan	intl_mins	intl_calls	intl_charge	day_mins	day_calls	day_charge	eve_mins	eve_calls	eve_charge	night_mins	night_calls	night_charge	customer_calls	churn
4989	150	no	0	no	8.3	2	2.24	170.0	115	28.90	162.7	138	13.83	267.2	77	12.02	0	no
4990	140	no	0	no	7.5	6	2.03	244.7	115	41.60	258.6	101	21.98	231.3	112	10.41	1	yes
4991	97	no	0	no	8.8	5	2.38	252.6	89	42.94	340.3	91	28.93	256.5	67	11.54	1	yes
4993	73	no	0	no	11.5	6	3.11	177.9	89	30.24	131.2	82	11.15	186.2	89	8.38	3	no
4994	75	no	0	no	6.9	7	1.86	170.7	101	29.02	193.1	126	16.41	129.1	104	5.81	1	no
4995	50	yes	40	no	9.9	5	2.67	235.7	127	40.07	223.0	126	18.96	297.5	116	13.39	2	no
4996	152	no	0	no	14.7	2	3.97	184.2	90	31.31	256.8	73	21.83	213.6	113	9.61	3	yes
4997	61	no	0	no	13.6	4	3.67	140.6	89	23.90	172.8	128	14.69	212.4	97	9.56	1	no
4998	109	no	0	no	8.5	6	2.30	188.8	67	32.10	171.7	92	14.59	224.4	89	10.10	0	no
4999	86	yes	34	no	9.3	16	2.51	129.4	102	22.00	267.1	104	22.70	154.8	100	6.97	0	no

Overview

Variables

Interactions

Correlations

Missing values

Sample